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Swaminath S, Russell AB. The use of single-cell RNA-seq to study heterogeneity at varying levels of virus-host interactions. PLoS Pathog 2024; 20:e1011898. [PMID: 38236826 PMCID: PMC10796064 DOI: 10.1371/journal.ppat.1011898] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/22/2024] Open
Abstract
The outcome of viral infection depends on the diversity of the infecting viral population and the heterogeneity of the cell population that is infected. Until almost a decade ago, the study of these dynamic processes during viral infection was challenging and limited to certain targeted measurements. Presently, with the use of single-cell sequencing technology, the complex interface defined by the interactions of cells with infecting virus can now be studied across the breadth of the transcriptome in thousands of individual cells simultaneously. In this review, we will describe the use of single-cell RNA sequencing (scRNA-seq) to study the heterogeneity of viral infections, ranging from individual virions to the immune response between infected individuals. In addition, we highlight certain key experimental limitations and methodological decisions that are critical to analyzing scRNA-seq data at each scale.
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Affiliation(s)
- Sharmada Swaminath
- School of Biological Sciences, University of California, San Diego, La Jolla, California, United States of America
| | - Alistair B. Russell
- School of Biological Sciences, University of California, San Diego, La Jolla, California, United States of America
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Linkner TR, Ambrus V, Kunkli B, Szojka ZI, Kalló G, Csősz É, Kumar A, Emri M, Tőzsér J, Mahdi M. Comparative Analysis of Differential Cellular Transcriptome and Proteome Regulation by HIV-1 and HIV-2 Pseudovirions in the Early Phase of Infection. Int J Mol Sci 2023; 25:380. [PMID: 38203551 PMCID: PMC10779251 DOI: 10.3390/ijms25010380] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/30/2023] [Revised: 12/18/2023] [Accepted: 12/23/2023] [Indexed: 01/12/2024] Open
Abstract
In spite of the similar structural and genomic organization of human immunodeficiency viruses type 1 and 2 (HIV-1 and HIV-2), striking differences exist between them in terms of replication dynamics and clinical manifestation of infection. Although the pathomechanism of HIV-1 infection is well characterized, relatively few data are available regarding HIV-2 viral replication and its interaction with host-cell proteins during the early phase of infection. We utilized proteo-transcriptomic analyses to determine differential genome expression and proteomic changes induced by transduction with HIV-1/2 pseudovirions during 8, 12 and 26 h time-points in HEK-293T cells. We show that alteration in the cellular milieu was indeed different between the two pseudovirions. The significantly higher number of genes altered by HIV-2 in the first two time-points suggests a more diverse yet subtle effect on the host cell, preparing the infected cell for integration and latency. On the other hand, GO analysis showed that, while HIV-1 induced cellular oxidative stress and had a greater effect on cellular metabolism, HIV-2 mostly affected genes involved in cell adhesion, extracellular matrix organization or cellular differentiation. Proteomics analysis revealed that HIV-2 significantly downregulated the expression of proteins involved in mRNA processing and translation. Meanwhile, HIV-1 influenced the cellular level of translation initiation factors and chaperones. Our study provides insight into the understudied replication cycle of HIV-2 and enriches our knowledge about the use of HIV-based lentiviral vectors in general.
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Affiliation(s)
- Tamás Richárd Linkner
- Laboratory of Retroviral Biochemistry, Department of Biochemistry and Molecular Biology, Faculty of Medicine, University of Debrecen, 4032 Debrecen, Hungary; (T.R.L.); (V.A.); (B.K.); (Z.I.S.)
- Doctoral School of Molecular Cell and Immune Biology, University of Debrecen, 4032 Debrecen, Hungary;
| | - Viktor Ambrus
- Laboratory of Retroviral Biochemistry, Department of Biochemistry and Molecular Biology, Faculty of Medicine, University of Debrecen, 4032 Debrecen, Hungary; (T.R.L.); (V.A.); (B.K.); (Z.I.S.)
- Doctoral School of Molecular Cell and Immune Biology, University of Debrecen, 4032 Debrecen, Hungary;
| | - Balázs Kunkli
- Laboratory of Retroviral Biochemistry, Department of Biochemistry and Molecular Biology, Faculty of Medicine, University of Debrecen, 4032 Debrecen, Hungary; (T.R.L.); (V.A.); (B.K.); (Z.I.S.)
- Doctoral School of Molecular Cell and Immune Biology, University of Debrecen, 4032 Debrecen, Hungary;
| | - Zsófia Ilona Szojka
- Laboratory of Retroviral Biochemistry, Department of Biochemistry and Molecular Biology, Faculty of Medicine, University of Debrecen, 4032 Debrecen, Hungary; (T.R.L.); (V.A.); (B.K.); (Z.I.S.)
- Division of Medical Microbiology, Department of Laboratory Medicine, Lund University, 22100 Lund, Sweden
| | - Gergő Kalló
- Proteomics Core Facility, Department of Biochemistry and Molecular Biology, Faculty of Medicine, University of Debrecen, 4032 Debrecen, Hungary; (G.K.); (É.C.)
| | - Éva Csősz
- Proteomics Core Facility, Department of Biochemistry and Molecular Biology, Faculty of Medicine, University of Debrecen, 4032 Debrecen, Hungary; (G.K.); (É.C.)
| | - Ajneesh Kumar
- Doctoral School of Molecular Cell and Immune Biology, University of Debrecen, 4032 Debrecen, Hungary;
- Proteomics Core Facility, Department of Biochemistry and Molecular Biology, Faculty of Medicine, University of Debrecen, 4032 Debrecen, Hungary; (G.K.); (É.C.)
| | - Miklós Emri
- Department of Medical Imaging, Division of Nuclear Medicine and Translational Imaging, Faculty of Medicine, University of Debrecen, 4032 Debrecen, Hungary;
| | - József Tőzsér
- Laboratory of Retroviral Biochemistry, Department of Biochemistry and Molecular Biology, Faculty of Medicine, University of Debrecen, 4032 Debrecen, Hungary; (T.R.L.); (V.A.); (B.K.); (Z.I.S.)
- Proteomics Core Facility, Department of Biochemistry and Molecular Biology, Faculty of Medicine, University of Debrecen, 4032 Debrecen, Hungary; (G.K.); (É.C.)
| | - Mohamed Mahdi
- Laboratory of Retroviral Biochemistry, Department of Biochemistry and Molecular Biology, Faculty of Medicine, University of Debrecen, 4032 Debrecen, Hungary; (T.R.L.); (V.A.); (B.K.); (Z.I.S.)
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Hartana CA, Lancien M, Gao C, Rassadkina Y, Lichterfeld M, Yu XG. IL-15-dependent immune crosstalk between natural killer cells and dendritic cells in HIV-1 elite controllers. Cell Rep 2023; 42:113530. [PMID: 38048223 PMCID: PMC10765318 DOI: 10.1016/j.celrep.2023.113530] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2023] [Revised: 10/04/2023] [Accepted: 11/17/2023] [Indexed: 12/06/2023] Open
Abstract
As the principal effector cell population of the innate immune system, natural killer (NK) cells may make critical contributions to natural, immune-mediated control of HIV-1 replication. Using genome-wide assessments of activating and inhibitory chromatin features, we demonstrate here that cytotoxic NK (cNK) cells from elite controllers (ECs) display elevated activating histone modifications at the interleukin 2 (IL-2)/IL-15 receptor β chain and the BCL2 gene loci. These histone changes translate into increased responsiveness of cNK cells to paracrine IL-15 secretion, which coincides with higher levels of IL-15 transcription by myeloid dendritic cells in ECs. The distinct immune crosstalk between these innate immune cell populations results in improved IL-15-dependent cNK cell survival and cytotoxicity, paired with a metabolic profile biased toward IL-15-mediated glycolytic activities. Together, these results suggest that cNK cells from ECs display a programmed IL-15 response signature and support the emerging role of innate immune pathways in natural, drug-free control of HIV-1.
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Affiliation(s)
| | - Melanie Lancien
- Ragon Institute of MGH, MIT, and Harvard, Cambridge, MA 02139, USA
| | - Ce Gao
- Ragon Institute of MGH, MIT, and Harvard, Cambridge, MA 02139, USA
| | | | - Mathias Lichterfeld
- Ragon Institute of MGH, MIT, and Harvard, Cambridge, MA 02139, USA; Infectious Disease Division, Brigham and Women's Hospital, Boston, MA 02115, USA; Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Xu G Yu
- Ragon Institute of MGH, MIT, and Harvard, Cambridge, MA 02139, USA; Infectious Disease Division, Brigham and Women's Hospital, Boston, MA 02115, USA.
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Chen Y, Li X, Liu S, Ao W, Lin J, Li Z, Wu S, Ye H, Han X, Li D. An atlas of immune cell transcriptomes in human immunodeficiency virus-infected immunological non-responders identified marker genes that control viral replication. Chin Med J (Engl) 2023; 136:2694-2705. [PMID: 37914674 PMCID: PMC10684209 DOI: 10.1097/cm9.0000000000002918] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2023] [Indexed: 11/03/2023] Open
Abstract
BACKGROUND Previous studies have examined the bulk transcriptome of peripheral blood immune cells in acquired immunodeficiency syndrome patients experiencing immunological non-responsiveness. This study aimed to investigate the characteristics of specific immune cell subtypes in acquired immunodeficiency syndrome patients who exhibit immunological non-responsiveness. METHODS A single-cell transcriptome sequencing of peripheral blood mononuclear cells obtained from both immunological responders (IRs) (CD4 + T-cell count >500) and immunological non-responders (INRs) (CD4 + T-cell count <300) was conducted. The transcriptomic profiles were used to identify distinct cell subpopulations, marker genes, and differentially expressed genes aiming to uncover potential genetic factors associated with immunological non-responsiveness. RESULTS Among the cellular subpopulations analyzed, the ratios of monocytes, CD16 + monocytes, and exhausted B cells demonstrated the most substantial differences between INRs and IRs, with fold changes of 39.79, 11.08, and 2.71, respectively. In contrast, the CD4 + T cell ratio was significantly decreased (0.39-fold change) in INRs compared with that in IRs. Similarly, the ratios of natural killer cells and terminal effector CD8 + T cells were also lower (0.37-fold and 0.27-fold, respectively) in the INRs group. In addition to several well-characterized immune cell-specific markers, we identified a set of 181 marker genes that were enriched in biological pathways associated with human immunodeficiency virus (HIV) replication. Notably, ISG15 , IFITM3 , PLSCR1 , HLA-DQB1 , CCL3L1 , and DDX5 , which have been demonstrated to influence HIV replication through their interaction with viral proteins, emerged as significant monocyte marker genes. Furthermore, the differentially expressed genes in natural killer cells were also enriched in biological pathways associated with HIV replication. CONCLUSIONS We generated an atlas of immune cell transcriptomes in HIV-infected IRs and INRs. Host genes associated with HIV replication were identified as markers of, and were found to be differentially expressed in, different types of immune cells.
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Affiliation(s)
- Yahong Chen
- Department of infection, Mengchao Hepatobiliary Hospital of Fujian Medical University, Fuzhou, Fujian 350025, China
- Department of infection, Fuzong Clinical Medical College of Fujian Medical University, Fuzhou, Fujian 362002, China
| | - Xin Li
- College of Biological Science and Engineering, Fuzhou University, Fuzhou, Fujian 350025, China
| | - Shuran Liu
- College of Biological Science and Engineering, Fuzhou University, Fuzhou, Fujian 350025, China
| | - Wen Ao
- Department of infection, Mengchao Hepatobiliary Hospital of Fujian Medical University, Fuzhou, Fujian 350025, China
| | - Jing Lin
- Department of infection, Mengchao Hepatobiliary Hospital of Fujian Medical University, Fuzhou, Fujian 350025, China
| | - Zhenting Li
- Department of infection, Mengchao Hepatobiliary Hospital of Fujian Medical University, Fuzhou, Fujian 350025, China
| | - Shouli Wu
- Fujian Provincial Center for Disease Control and Prevention, No. 76 Jintai Road, Fuzhou, Fujian 350001, China
| | - Hanhui Ye
- Department of infection, Mengchao Hepatobiliary Hospital of Fujian Medical University, Fuzhou, Fujian 350025, China
| | - Xiao Han
- College of Biological Science and Engineering, Fuzhou University, Fuzhou, Fujian 350025, China
| | - Dongliang Li
- Department of infection, Fuzong Clinical Medical College of Fujian Medical University, Fuzhou, Fujian 362002, China
- Department of Hepatobiliary Medicine, 900th Hospital of Joint Logistics Support Forces of the Chinese PLA, Fuzhou, Fujian 350000, China
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Kulkarni S, Endsley JJ, Lai Z, Bradley T, Sharan R. Single-Cell Transcriptomics of Mtb/HIV Co-Infection. Cells 2023; 12:2295. [PMID: 37759517 PMCID: PMC10529032 DOI: 10.3390/cells12182295] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2023] [Revised: 08/17/2023] [Accepted: 09/11/2023] [Indexed: 09/29/2023] Open
Abstract
Tuberculosis (TB) and Human Immunodeficiency Virus (HIV) co-infection continues to pose a significant healthcare burden. HIV co-infection during TB predisposes the host to the reactivation of latent TB infection (LTBI), worsening disease conditions and mortality. There is a lack of biomarkers of LTBI reactivation and/or immune-related transcriptional signatures to distinguish active TB from LTBI and predict TB reactivation upon HIV co-infection. Characterizing individual cells using next-generation sequencing-based technologies has facilitated novel biological discoveries about infectious diseases, including TB and HIV pathogenesis. Compared to the more conventional sequencing techniques that provide a bulk assessment, single-cell RNA sequencing (scRNA-seq) can reveal complex and new cell types and identify more high-resolution cellular heterogeneity. This review will summarize the progress made in defining the immune atlas of TB and HIV infections using scRNA-seq, including host-pathogen interactions, heterogeneity in HIV pathogenesis, and the animal models employed to model disease. This review will also address the tools needed to bridge the gap between disease outcomes in single infection vs. co-infection. Finally, it will elaborate on the translational benefits of single-cell sequencing in TB/HIV diagnosis in humans.
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Affiliation(s)
- Smita Kulkarni
- Texas Biomedical Research Institute, San Antonio, TX 78227, USA
| | - Janice J. Endsley
- Departments of Microbiology & Immunology and Pathology, The University of Texas Medical Branch, Galveston, TX 77555, USA;
| | - Zhao Lai
- Greehey Children’s Cancer Research Institute, The University of Texas Health San Antonio, San Antonio, TX 78229, USA;
| | - Todd Bradley
- Genomic Medicine Center, Children’s Mercy Research Institute, Children’s Mercy Kansas City, Kansas City, MO 64108, USA;
- Departments of Pediatrics and Pathology and Laboratory Medicine, University of Kansas Medical Center, Kansas City, MO 66160, USA
- Department of Pediatrics, UMKC School of Medicine, Kansas City, MO 64108, USA
| | - Riti Sharan
- Texas Biomedical Research Institute, San Antonio, TX 78227, USA
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Zhang X, Deshmukh S, Mukim A, Zhang J, Beliakova-Bethell N. HIV Infection Elicits Differential Transcriptomic Remodeling in CD4+ T Cells with Variable Proliferative Responses to the T Cell Receptor Stimulus. Pathogens 2023; 12:511. [PMID: 37111397 PMCID: PMC10145558 DOI: 10.3390/pathogens12040511] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2023] [Revised: 03/17/2023] [Accepted: 03/19/2023] [Indexed: 03/29/2023] Open
Abstract
Identification of a cellular biomarker of latent HIV infection will facilitate the latent reservoir detection, quantification, and targeting for elimination. Unfortunately, the latency biomarkers reported in the literature define only a fraction of the entire reservoir. The latent HIV reservoir may be established in dividing cells that subsequently return to quiescence and in resting cells. The strength of the T cell receptor (TCR) signaling at the time of infection affects characteristics of the established reservoir, such as the ability to reactivate with latency reversing agents. To better understand the cellular environments before latency establishment, we characterized transcriptomic remodeling induced by the initial HIV infection in cells with differential proliferative responses to the TCR stimulus. Cell proliferation was monitored using the viable dye carboxyfluorescein diacetate succinimidyl ester. Cells that divided many times, a few times, or remained non-dividing were subjected to single-cell RNA sequencing. A subset of identified transcriptional changes induced by HIV infection was independent of the number of cell divisions; however, responses unique to different cell subsets were also detected. Some of these early gene expression changes were consistent with reported markers of latently infected cells. We pose that the latency biomarkers may depend on the cellular proliferative state at the time of infection.
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Affiliation(s)
- Xinlian Zhang
- Department of Family Medicine and Public Health, University of California San Diego, La Jolla, CA 92093, USA; (X.Z.); (J.Z.)
| | - Savitha Deshmukh
- VA San Diego Healthcare System and Veterans Medical Research Foundation, San Diego, CA 92161, USA
| | - Amey Mukim
- VA San Diego Healthcare System and Veterans Medical Research Foundation, San Diego, CA 92161, USA
| | - Jasen Zhang
- Department of Family Medicine and Public Health, University of California San Diego, La Jolla, CA 92093, USA; (X.Z.); (J.Z.)
| | - Nadejda Beliakova-Bethell
- VA San Diego Healthcare System and Veterans Medical Research Foundation, San Diego, CA 92161, USA
- Department of Medicine, University of California San Diego, La Jolla, CA 92093, USA
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Geanes ES, Krepel SA, McLennan R, Pierce S, Khanal S, Bradley T. Development of combinatorial antibody therapies for diffuse large B cell lymphoma. Front Med (Lausanne) 2022; 9:1034594. [PMID: 36353222 PMCID: PMC9637670 DOI: 10.3389/fmed.2022.1034594] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/01/2022] [Accepted: 10/05/2022] [Indexed: 11/29/2022] Open
Abstract
Diffuse large B-cell lymphoma (DLBCL), the most common form of lymphoma, is typically treated with chemotherapy combined with the immunotherapy rituximab, an antibody targeting the B cell receptor, CD20. Despite the success of this treatment regimen, approximately a third of DLBCL patients experience either relapse or have refractory disease that is resistant to rituximab, indicating the need for alternative therapeutic strategies. Here, we identified that CD74 and IL4R are expressed on the cell surface of both CD20 positive and CD20 negative B cell populations. Moreover, genes encoding CD74 and IL4R are expressed in lymphoma biopsies isolated from all stages of disease. We engineered bispecific antibodies targeting CD74 or IL4R in combination with rituximab anti-CD20 (anti-CD74/anti-CD20 and anti-IL4R/anti-CD20). Bispecific antibody function was evaluated by measuring direct induction of apoptosis, antibody-dependent cellular phagocytosis (ADCP), and antibody-dependent cellular cytotoxicity in both rituximab-sensitive and rituximab-resistant DLBCL cell lines. Both anti-CD74/anti-CD20 and anti-IL4R/anti-CD20 were able to mediate ADCC and ADCP, but CD74-targeting therapeutic antibodies could also mediate direct cytotoxicity. Overall, this study strongly indicates that development of bispecific antibodies that target multiple B cell receptors expressed by lymphoma could provide improved defense against relapse and rituximab resistance.
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Affiliation(s)
- Eric S. Geanes
- Genomic Medicine Center, Children’s Mercy Research Institute, Kansas City, MO, United States
| | - Stacey A. Krepel
- Genomic Medicine Center, Children’s Mercy Research Institute, Kansas City, MO, United States
| | - Rebecca McLennan
- Genomic Medicine Center, Children’s Mercy Research Institute, Kansas City, MO, United States
| | - Stephen Pierce
- Genomic Medicine Center, Children’s Mercy Research Institute, Kansas City, MO, United States
- Department of Pathology and Laboratory Medicine, University of Kansas Medical Center, Kansas City, KS, United States
| | - Santosh Khanal
- Genomic Medicine Center, Children’s Mercy Research Institute, Kansas City, MO, United States
| | - Todd Bradley
- Genomic Medicine Center, Children’s Mercy Research Institute, Kansas City, MO, United States
- Department of Pathology and Laboratory Medicine, University of Kansas Medical Center, Kansas City, KS, United States
- Department of Pediatrics, University of Kansas Medical Center, Kansas City, KS, United States
- Department of Pediatrics, University of Missouri-Kansas City, Kansas City, MO, United States
- *Correspondence: Todd Bradley,
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